AI work

Small AI projects, built around real workflow problems.

I use AI projects to practice the same thinking I use in CRM work: understand the user task, structure the input, control the process, and deliver something people can actually use.

Live demo

Career Prep Platform

A public AI demo that turns a job description, target company, role, and resume text into a practical interview prep pack. I built it as a project showcase for prompt design, user flow, Cloudflare deployment, usage limits, and future OpenRouter integration.

Project overview Try workflow

Why AI belongs here

For me, AI is another workflow design problem.

Clear input

Good AI output starts with structured context and boundaries.

Controlled cost

Public demos need login, limits, and usage tracking before real launch.

Useful output

The output should be downloadable, editable, and easy to reuse.

Business fit

AI should reduce friction in a real task, not just look impressive.